{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Class Activation Mappings\n",
    "\n",
    "Have you ever wondered just how a neural network model like ResNet decides on its decision to determine that an image is a cat or a flower in the field? Class Activation Mappings (CAM) can provide some insight into this process by overlaying a heatmap over the original image to show us where our model thought most strongly that this cat was indeed a cat.\n",
    "\n",
    "Firstly, we're going to need a picture of a cat. And thankfully, here's one I took earlier of a rather suspicious cat that is wondering why the strange man is back in his house again.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from PIL import Image\n",
    "from matplotlib.pyplot import imshow\n",
    "from torchvision import models, transforms\n",
    "from torch.autograd import Variable\n",
    "from torch.nn import functional as F\n",
    "from torch import topk\n",
    "import numpy as np\n",
    "import skimage.transform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe2bf8ebc88>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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4sy6DrwGxyO463AvO0yo6i79eCzj2arIeEvvRDG8FO4FE2ILPYpVkD8y1ufG+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\nVuXaDFQRimPOGTZ4rDkJJGgtlnWF9+JZ835EdtnCDIll4HxeW6cmQkC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s1wkv/q/vD0CT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\nbnP6X0p4ohHfierPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.open(\"casper2.jpg\")\n",
    "imshow(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Doesn't he look worried? Next, we're going to set up some torchvision transforms to scale the image to the 224x224 required for ResNet and also to normalize it to the ImageNet mean/std."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Imagenet mean/std\n",
    "\n",
    "normalize = transforms.Normalize(\n",
    "   mean=[0.485, 0.456, 0.406],\n",
    "   std=[0.229, 0.224, 0.225]\n",
    ")\n",
    "\n",
    "# Preprocessing - scale to 224x224 for model, convert to tensor, \n",
    "# and normalize to -1..1 with mean/std for ImageNet\n",
    "\n",
    "preprocess = transforms.Compose([\n",
    "   transforms.Resize((224,224)),\n",
    "   transforms.ToTensor(),\n",
    "   normalize\n",
    "])\n",
    "\n",
    "display_transform = transforms.Compose([\n",
    "   transforms.Resize((224,224))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tensor = preprocess(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "prediction_var = Variable((tensor.unsqueeze(0)).cuda(), requires_grad=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Having converted our image into a PyTorch variable, we need a model to generate a prediction. Let's use ResNet18, put it in evaluation mode, and stick it on the GPU using the CUDA libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model = models.resnet18(pretrained=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ResNet(\n",
       "  (conv1): Conv2d (3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
       "  (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
       "  (relu): ReLU(inplace)\n",
       "  (maxpool): MaxPool2d(kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), dilation=(1, 1))\n",
       "  (layer1): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d (64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
       "      (relu): ReLU(inplace)\n",
       "      (conv2): Conv2d (64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d (64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
       "      (relu): ReLU(inplace)\n",
       "      (conv2): Conv2d (64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
       "    )\n",
       "  )\n",
       "  (layer2): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d (64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
       "      (relu): ReLU(inplace)\n",
       "      (conv2): Conv2d (128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d (64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d (128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
       "      (relu): ReLU(inplace)\n",
       "      (conv2): Conv2d (128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
       "    )\n",
       "  )\n",
       "  (layer3): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d (128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
       "      (relu): ReLU(inplace)\n",
       "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d (128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
       "      (relu): ReLU(inplace)\n",
       "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
       "    )\n",
       "  )\n",
       "  (layer4): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d (256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
       "      (relu): ReLU(inplace)\n",
       "      (conv2): Conv2d (512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d (256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d (512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
       "      (relu): ReLU(inplace)\n",
       "      (conv2): Conv2d (512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
       "    )\n",
       "  )\n",
       "  (avgpool): AvgPool2d(kernel_size=7, stride=1, padding=0, ceil_mode=False, count_include_pad=True)\n",
       "  (fc): Linear(in_features=512, out_features=1000)\n",
       ")"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.cuda()\n",
    "model.eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This next bit of code is swiped from Jeremy Howard's [fast.ai](https://fast.ai) course. It basically allows you to easily attach a hook to any model (or any part of a model - here we're going to grab the final convnet layer in ResNet18) which will save the activation features as an instance variable. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class SaveFeatures():\n",
    "    features=None\n",
    "    def __init__(self, m): self.hook = m.register_forward_hook(self.hook_fn)\n",
    "    def hook_fn(self, module, input, output): self.features = ((output.cpu()).data).numpy()\n",
    "    def remove(self): self.hook.remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "final_layer = model._modules.get('layer4')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "activated_features = SaveFeatures(final_layer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Having set that up, we run the image through our model and get the prediction. We then run that through a softmax layer to turn it into probabilities. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ian/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:2: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "prediction = model(prediction_var)\n",
    "pred_probabilities = F.softmax(prediction).data.squeeze()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "activated_features.remove()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using `topk()`, we can see that our model is 78% confident that this picture is class 283. Looking that up in the [ImageNet classes](https://gist.github.com/yrevar/942d3a0ac09ec9e5eb3a), that gives us…'persian cat'. Which I would say is not a terrible guess!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(\n",
       "  0.7832\n",
       " [torch.cuda.FloatTensor of size 1 (GPU 0)], \n",
       "  283\n",
       " [torch.cuda.LongTensor of size 1 (GPU 0)])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topk(pred_probabilities,1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Having made the guess, let's see where the neural network was focussing its attention. The `getCAM()` method here takes the activated features of the convnet, the weights of the fully-connected layer (on the side of the average pooling), and the class index we want to investigate (283 in our case). We index into the fully-connected layer to get the weights for that class and calculate the dot product with our features from the image. \n",
    "\n",
    "([this code is based on the paper that introduced CAM](http://cnnlocalization.csail.mit.edu/))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def getCAM(feature_conv, weight_fc, class_idx):\n",
    "    _, nc, h, w = feature_conv.shape\n",
    "    cam = weight_fc[class_idx].dot(feature_conv.reshape((nc, h*w)))\n",
    "    cam = cam.reshape(h, w)\n",
    "    cam = cam - np.min(cam)\n",
    "    cam_img = cam / np.max(cam)\n",
    "    return [cam_img]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "weight_softmax_params = list(model._modules.get('fc').parameters())\n",
    "weight_softmax = np.squeeze(weight_softmax_params[0].cpu().data.numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Parameter containing:\n",
       " -1.8474e-02 -7.0461e-02 -5.1772e-02  ...  -3.9030e-02  1.7351e-01 -4.0976e-02\n",
       " -8.1792e-02 -9.4370e-02  1.7355e-02  ...   2.0284e-01 -2.4782e-02  3.7172e-02\n",
       " -3.3164e-02 -5.6569e-02 -2.4165e-02  ...  -3.4402e-02 -2.2659e-02  1.9705e-02\n",
       "                 ...                   ⋱                   ...                \n",
       " -1.0300e-02  3.2804e-03 -3.5863e-02  ...  -2.7923e-02 -1.1458e-02  1.2759e-02\n",
       " -3.5879e-02 -3.5296e-02 -2.9602e-02  ...  -3.2961e-02 -1.1022e-02 -5.1256e-02\n",
       "  2.1277e-03 -2.4839e-02 -8.2920e-02  ...   4.1731e-02 -5.0030e-02  6.6327e-02\n",
       " [torch.cuda.FloatTensor of size 1000x512 (GPU 0)], Parameter containing:\n",
       " 1.00000e-02 *\n",
       "  -0.2634\n",
       "   0.3000\n",
       "   0.0656\n",
       "     ⋮   \n",
       "  -1.7868\n",
       "  -0.0782\n",
       "  -0.6345\n",
       " [torch.cuda.FloatTensor of size 1000 (GPU 0)]]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weight_softmax_params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class_idx = topk(pred_probabilities,1)[1].int()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "overlay = getCAM(activated_features.features, weight_softmax, class_idx )\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can see our heatmap and overlay it onto Casper. It doesn't make him look happier, but we can see exactly where the model made its mind up about him"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe1c23bd5c0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDpymUhMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe1c2a7ee48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(overlay[0], alpha=0.5, cmap='jet')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ian/anaconda3/lib/python3.6/site-packages/skimage/transform/_warps.py:84: UserWarning: The default mode, 'constant', will be changed to 'reflect' in skimage 0.15.\n",
      "  warn(\"The default mode, 'constant', will be changed to 'reflect' in \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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cQ0SlDFPgYtkk+5+HrFBu5lfEc7A1p0+KIe4iIllWofMkJut8S8nY+gYW+sw7dkfdV8gx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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe1c248d780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(display_transform(image))\n",
    "imshow(skimage.transform.resize(overlay[0], tensor.shape[1:3]), alpha=0.5, cmap='jet');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But wait, there's a bit more - we can also look at the model's second choice for Casper."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class_idx = topk(pred_probabilities,2)[1].int()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       " 283\n",
       " 332\n",
       "[torch.cuda.IntTensor of size 2 (GPU 0)]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class_idx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "overlay = getCAM(activated_features.features, weight_softmax, 332 )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ian/anaconda3/lib/python3.6/site-packages/skimage/transform/_warps.py:84: UserWarning: The default mode, 'constant', will be changed to 'reflect' in skimage 0.15.\n",
      "  warn(\"The default mode, 'constant', will be changed to 'reflect' in \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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6JDcb9HRoaj0Gjclhg4PBw4TpZxhhjZZ8BRZMS4fFZIVtp+bWCFuc5ph3mgen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\nwXg2Cs/jeTyPB+PZKDyP5/E8Hoz/Ay6LQ6BVUMGnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe1c24c62e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
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    "imshow(display_transform(image))\n",
    "imshow(skimage.transform.resize(overlay[0], tensor.shape[1:3]), alpha=0.5, cmap='jet');"
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    "Although the heatmap is similar, the network is focussing a touch more on his _fluffy_ coat to suggest he might be class 332 - an Angora rabbit. And well, he is a Turkish Angora cat after all…"
   ]
  },
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   },
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   "source": []
  }
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